{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Purpose\n",
    "Run inference on the converted yolov4 onnx model.\n",
    "This tutorial also includes preprocess and postprocess steps. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Preprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from onnx import numpy_helper\n",
    "import onnx\n",
    "import os\n",
    "from PIL import Image\n",
    "from matplotlib.pyplot import imshow\n",
    "import onnxruntime as rt\n",
    "from scipy import special\n",
    "import colorsys\n",
    "import random\n",
    "%matplotlib inline\n",
    "\n",
    "def image_preprocess(image, target_size, gt_boxes=None):\n",
    "\n",
    "    ih, iw = target_size\n",
    "    h, w, _ = image.shape\n",
    "\n",
    "    scale = min(iw/w, ih/h)\n",
    "    nw, nh = int(scale * w), int(scale * h)\n",
    "    image_resized = cv2.resize(image, (nw, nh))\n",
    "\n",
    "    image_padded = np.full(shape=[ih, iw, 3], fill_value=128.0)\n",
    "    dw, dh = (iw - nw) // 2, (ih-nh) // 2\n",
    "    image_padded[dh:nh+dh, dw:nw+dw, :] = image_resized\n",
    "    image_padded = image_padded / 255.\n",
    "\n",
    "    if gt_boxes is None:\n",
    "        return image_padded\n",
    "\n",
    "    else:\n",
    "        gt_boxes[:, [0, 2]] = gt_boxes[:, [0, 2]] * scale + dw\n",
    "        gt_boxes[:, [1, 3]] = gt_boxes[:, [1, 3]] * scale + dh\n",
    "        return image_padded, gt_boxes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preprocessed image shape: (1, 416, 416, 3)\n"
     ]
    }
   ],
   "source": [
    "input_size = 416\n",
    "\n",
    "original_image = cv2.imread(\"kite.jpg\")\n",
    "original_image = cv2.cvtColor(original_image, cv2.COLOR_BGR2RGB)\n",
    "original_image_size = original_image.shape[:2]\n",
    "\n",
    "image_data = image_preprocess(np.copy(original_image), [input_size, input_size])\n",
    "image_data = image_data[np.newaxis, ...].astype(np.float32)\n",
    "\n",
    "print(\"Preprocessed image shape:\",image_data.shape) # shape of the preprocessed input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x104e73790>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.asarray(original_image))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2 (optional): Save the preprocessed image in TensorProto format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"./test_data_set\"\n",
    "test_data_dir = os.path.join(data_dir)\n",
    "if not os.path.exists(test_data_dir):\n",
    "    os.makedirs(test_data_dir)\n",
    "        \n",
    "# Convert the NumPy array to a TensorProto\n",
    "tensor = numpy_helper.from_array(image_data)\n",
    "# print('TensorProto:\\n{}'.format(tensor))\n",
    "\n",
    "# Save the TensorProto\n",
    "with open(os.path.join(test_data_dir, \"input1.pb\"), 'wb') as f:\n",
    "    f.write(tensor.SerializeToString())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output shape: [(1, 52, 52, 3, 85), (1, 26, 26, 3, 85), (1, 13, 13, 3, 85)]\n"
     ]
    }
   ],
   "source": [
    "# Start from ORT 1.10, ORT requires explicitly setting the providers parameter if you want to use execution providers\n",
    "# other than the default CPU provider (as opposed to the previous behavior of providers getting set/registered by default\n",
    "# based on the build flags) when instantiating InferenceSession.\n",
    "# For example, if NVIDIA GPU is available and ORT Python package is built with CUDA, then call API as following:\n",
    "# rt.InferenceSession(path/to/model, providers=['CUDAExecutionProvider'])\n",
    "sess = rt.InferenceSession(\"model.onnx\")\n",
    "\n",
    "outputs = sess.get_outputs()\n",
    "output_names = list(map(lambda output: output.name, outputs))\n",
    "input_name = sess.get_inputs()[0].name\n",
    "\n",
    "detections = sess.run(output_names, {input_name: image_data})\n",
    "print(\"Output shape:\", list(map(lambda detection: detection.shape, detections)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 (optional): Save the preprocessed image in TensorProto format\n",
    "Using the same process as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"./test_data_set\"\n",
    "test_data_dir = os.path.join(data_dir)\n",
    "if not os.path.exists(test_data_dir):\n",
    "    os.makedirs(test_data_dir)\n",
    "        \n",
    "# Convert the NumPy array to a TensorProto\n",
    "tensor = numpy_helper.from_array(image_data)\n",
    "# print('TensorProto:\\n{}'.format(tensor))\n",
    "\n",
    "# Save the TensorProto\n",
    "with open(os.path.join(test_data_dir, \"output1.pb\"), 'wb') as f:\n",
    "    f.write(tensor.SerializeToString())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Postprocess output\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_anchors(anchors_path, tiny=False):\n",
    "    '''loads the anchors from a file'''\n",
    "    with open(anchors_path) as f:\n",
    "        anchors = f.readline()\n",
    "    anchors = np.array(anchors.split(','), dtype=np.float32)\n",
    "    return anchors.reshape(3, 3, 2)\n",
    "\n",
    "def postprocess_bbbox(pred_bbox, ANCHORS, STRIDES, XYSCALE=[1,1,1]):\n",
    "    '''define anchor boxes'''\n",
    "    for i, pred in enumerate(pred_bbox):\n",
    "        conv_shape = pred.shape\n",
    "        output_size = conv_shape[1]\n",
    "        conv_raw_dxdy = pred[:, :, :, :, 0:2]\n",
    "        conv_raw_dwdh = pred[:, :, :, :, 2:4]\n",
    "        xy_grid = np.meshgrid(np.arange(output_size), np.arange(output_size))\n",
    "        xy_grid = np.expand_dims(np.stack(xy_grid, axis=-1), axis=2)\n",
    "\n",
    "        xy_grid = np.tile(np.expand_dims(xy_grid, axis=0), [1, 1, 1, 3, 1])\n",
    "        xy_grid = xy_grid.astype(np.float)\n",
    "\n",
    "        pred_xy = ((special.expit(conv_raw_dxdy) * XYSCALE[i]) - 0.5 * (XYSCALE[i] - 1) + xy_grid) * STRIDES[i]\n",
    "        pred_wh = (np.exp(conv_raw_dwdh) * ANCHORS[i])\n",
    "        pred[:, :, :, :, 0:4] = np.concatenate([pred_xy, pred_wh], axis=-1)\n",
    "\n",
    "    pred_bbox = [np.reshape(x, (-1, np.shape(x)[-1])) for x in pred_bbox]\n",
    "    pred_bbox = np.concatenate(pred_bbox, axis=0)\n",
    "    return pred_bbox\n",
    "\n",
    "\n",
    "def postprocess_boxes(pred_bbox, org_img_shape, input_size, score_threshold):\n",
    "    '''remove boundary boxs with a low detection probability'''\n",
    "    valid_scale=[0, np.inf]\n",
    "    pred_bbox = np.array(pred_bbox)\n",
    "\n",
    "    pred_xywh = pred_bbox[:, 0:4]\n",
    "    pred_conf = pred_bbox[:, 4]\n",
    "    pred_prob = pred_bbox[:, 5:]\n",
    "\n",
    "    # # (1) (x, y, w, h) --> (xmin, ymin, xmax, ymax)\n",
    "    pred_coor = np.concatenate([pred_xywh[:, :2] - pred_xywh[:, 2:] * 0.5,\n",
    "                                pred_xywh[:, :2] + pred_xywh[:, 2:] * 0.5], axis=-1)\n",
    "    # # (2) (xmin, ymin, xmax, ymax) -> (xmin_org, ymin_org, xmax_org, ymax_org)\n",
    "    org_h, org_w = org_img_shape\n",
    "    resize_ratio = min(input_size / org_w, input_size / org_h)\n",
    "\n",
    "    dw = (input_size - resize_ratio * org_w) / 2\n",
    "    dh = (input_size - resize_ratio * org_h) / 2\n",
    "\n",
    "    pred_coor[:, 0::2] = 1.0 * (pred_coor[:, 0::2] - dw) / resize_ratio\n",
    "    pred_coor[:, 1::2] = 1.0 * (pred_coor[:, 1::2] - dh) / resize_ratio\n",
    "\n",
    "    # # (3) clip some boxes that are out of range\n",
    "    pred_coor = np.concatenate([np.maximum(pred_coor[:, :2], [0, 0]),\n",
    "                                np.minimum(pred_coor[:, 2:], [org_w - 1, org_h - 1])], axis=-1)\n",
    "    invalid_mask = np.logical_or((pred_coor[:, 0] > pred_coor[:, 2]), (pred_coor[:, 1] > pred_coor[:, 3]))\n",
    "    pred_coor[invalid_mask] = 0\n",
    "\n",
    "    # # (4) discard some invalid boxes\n",
    "    bboxes_scale = np.sqrt(np.multiply.reduce(pred_coor[:, 2:4] - pred_coor[:, 0:2], axis=-1))\n",
    "    scale_mask = np.logical_and((valid_scale[0] < bboxes_scale), (bboxes_scale < valid_scale[1]))\n",
    "\n",
    "    # # (5) discard some boxes with low scores\n",
    "    classes = np.argmax(pred_prob, axis=-1)\n",
    "    scores = pred_conf * pred_prob[np.arange(len(pred_coor)), classes]\n",
    "    score_mask = scores > score_threshold\n",
    "    mask = np.logical_and(scale_mask, score_mask)\n",
    "    coors, scores, classes = pred_coor[mask], scores[mask], classes[mask]\n",
    "\n",
    "    return np.concatenate([coors, scores[:, np.newaxis], classes[:, np.newaxis]], axis=-1)\n",
    "\n",
    "def bboxes_iou(boxes1, boxes2):\n",
    "    '''calculate the Intersection Over Union value'''\n",
    "    boxes1 = np.array(boxes1)\n",
    "    boxes2 = np.array(boxes2)\n",
    "\n",
    "    boxes1_area = (boxes1[..., 2] - boxes1[..., 0]) * (boxes1[..., 3] - boxes1[..., 1])\n",
    "    boxes2_area = (boxes2[..., 2] - boxes2[..., 0]) * (boxes2[..., 3] - boxes2[..., 1])\n",
    "\n",
    "    left_up       = np.maximum(boxes1[..., :2], boxes2[..., :2])\n",
    "    right_down    = np.minimum(boxes1[..., 2:], boxes2[..., 2:])\n",
    "\n",
    "    inter_section = np.maximum(right_down - left_up, 0.0)\n",
    "    inter_area    = inter_section[..., 0] * inter_section[..., 1]\n",
    "    union_area    = boxes1_area + boxes2_area - inter_area\n",
    "    ious          = np.maximum(1.0 * inter_area / union_area, np.finfo(np.float32).eps)\n",
    "\n",
    "    return ious\n",
    "\n",
    "def nms(bboxes, iou_threshold, sigma=0.3, method='nms'):\n",
    "    \"\"\"\n",
    "    :param bboxes: (xmin, ymin, xmax, ymax, score, class)\n",
    "\n",
    "    Note: soft-nms, https://arxiv.org/pdf/1704.04503.pdf\n",
    "          https://github.com/bharatsingh430/soft-nms\n",
    "    \"\"\"\n",
    "    classes_in_img = list(set(bboxes[:, 5]))\n",
    "    best_bboxes = []\n",
    "\n",
    "    for cls in classes_in_img:\n",
    "        cls_mask = (bboxes[:, 5] == cls)\n",
    "        cls_bboxes = bboxes[cls_mask]\n",
    "\n",
    "        while len(cls_bboxes) > 0:\n",
    "            max_ind = np.argmax(cls_bboxes[:, 4])\n",
    "            best_bbox = cls_bboxes[max_ind]\n",
    "            best_bboxes.append(best_bbox)\n",
    "            cls_bboxes = np.concatenate([cls_bboxes[: max_ind], cls_bboxes[max_ind + 1:]])\n",
    "            iou = bboxes_iou(best_bbox[np.newaxis, :4], cls_bboxes[:, :4])\n",
    "            weight = np.ones((len(iou),), dtype=np.float32)\n",
    "\n",
    "            assert method in ['nms', 'soft-nms']\n",
    "\n",
    "            if method == 'nms':\n",
    "                iou_mask = iou > iou_threshold\n",
    "                weight[iou_mask] = 0.0\n",
    "\n",
    "            if method == 'soft-nms':\n",
    "                weight = np.exp(-(1.0 * iou ** 2 / sigma))\n",
    "\n",
    "            cls_bboxes[:, 4] = cls_bboxes[:, 4] * weight\n",
    "            score_mask = cls_bboxes[:, 4] > 0.\n",
    "            cls_bboxes = cls_bboxes[score_mask]\n",
    "\n",
    "    return best_bboxes\n",
    "\n",
    "def read_class_names(class_file_name):\n",
    "    '''loads class name from a file'''\n",
    "    names = {}\n",
    "    with open(class_file_name, 'r') as data:\n",
    "        for ID, name in enumerate(data):\n",
    "            names[ID] = name.strip('\\n')\n",
    "    return names\n",
    "\n",
    "def draw_bbox(image, bboxes, classes=read_class_names(\"coco.names\"), show_label=True):\n",
    "    \"\"\"\n",
    "    bboxes: [x_min, y_min, x_max, y_max, probability, cls_id] format coordinates.\n",
    "    \"\"\"\n",
    "\n",
    "    num_classes = len(classes)\n",
    "    image_h, image_w, _ = image.shape\n",
    "    hsv_tuples = [(1.0 * x / num_classes, 1., 1.) for x in range(num_classes)]\n",
    "    colors = list(map(lambda x: colorsys.hsv_to_rgb(*x), hsv_tuples))\n",
    "    colors = list(map(lambda x: (int(x[0] * 255), int(x[1] * 255), int(x[2] * 255)), colors))\n",
    "\n",
    "    random.seed(0)\n",
    "    random.shuffle(colors)\n",
    "    random.seed(None)\n",
    "\n",
    "    for i, bbox in enumerate(bboxes):\n",
    "        coor = np.array(bbox[:4], dtype=np.int32)\n",
    "        fontScale = 0.5\n",
    "        score = bbox[4]\n",
    "        class_ind = int(bbox[5])\n",
    "        bbox_color = colors[class_ind]\n",
    "        bbox_thick = int(0.6 * (image_h + image_w) / 600)\n",
    "        c1, c2 = (coor[0], coor[1]), (coor[2], coor[3])\n",
    "        cv2.rectangle(image, c1, c2, bbox_color, bbox_thick)\n",
    "\n",
    "        if show_label:\n",
    "            bbox_mess = '%s: %.2f' % (classes[class_ind], score)\n",
    "            t_size = cv2.getTextSize(bbox_mess, 0, fontScale, thickness=bbox_thick//2)[0]\n",
    "            cv2.rectangle(image, c1, (c1[0] + t_size[0], c1[1] - t_size[1] - 3), bbox_color, -1)\n",
    "            cv2.putText(image, bbox_mess, (c1[0], c1[1]-2), cv2.FONT_HERSHEY_SIMPLEX,\n",
    "                        fontScale, (0, 0, 0), bbox_thick//2, lineType=cv2.LINE_AA)\n",
    "\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ANCHORS = \"./yolov4_anchors.txt\"\n",
    "STRIDES = [8, 16, 32]\n",
    "XYSCALE = [1.2, 1.1, 1.05]\n",
    "\n",
    "ANCHORS = get_anchors(ANCHORS)\n",
    "STRIDES = np.array(STRIDES)\n",
    "\n",
    "pred_bbox = postprocess_bbbox(detections, ANCHORS, STRIDES, XYSCALE)\n",
    "bboxes = postprocess_boxes(pred_bbox, original_image_size, input_size, 0.25)\n",
    "bboxes = nms(bboxes, 0.213, method='nms')\n",
    "image = draw_bbox(original_image, bboxes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 6: Show the image output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12a559790>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.fromarray(image)\n",
    "image.show()\n",
    "\n",
    "%matplotlib inline\n",
    "imshow(np.asarray(image))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
